Search results for "tracing"
Microsoft Azure AI Inference Client Library for Python
Microsoft Azure Azure Core OpenTelemetry plugin Library for Python
Microsoft Azure Monitor Opentelemetry Distro Client Library for Python
Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python
OpenTelemetry LlamaIndex instrumentation
OpenTelemetry crewAI instrumentation
OpenTelemetry Qdrant instrumentation
OpenTelemetry Cohere instrumentation
OpenTelemetry Anthropic instrumentation
AWS SDK extension for OpenTelemetry
OpenInference instrumentation utilities
OpenTelemetry Langchain instrumentation
OpenTelemetry Vertex AI instrumentation
Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity.
The AWS X-Ray SDK for Python (the SDK) enables Python developers to record and emit information from within their applications to the AWS X-Ray service.
A stats collection and distributed tracing framework
MLflow is an open source platform for the complete machine learning lifecycle
Client library to connect to the LangSmith Observability and Evaluation Platform.
Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python
eBPF-based GPU causal observability agent
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
⚡️ Open-source AI Gateway — Use any SDK to call 100+ LLMs. Built-in failover, load balancing, cost control & end-to-end tracing.
Open source platform for AI Engineering: OpenTelemetry-native LLM Observability, GPU Monitoring, Guardrails, Evaluations, Prompt Management, Vault, Playground. 🚀💻 Integrates with 50+ LLM Providers,
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
Framework for AI Backend. Build and run AI agents like microservices - scalable, observable, and identity-aware from day one.
A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.
Sage Mode for F# development — REPL with solution or project loading, Live Testing for FREE, Hot Reload, and session management.
MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration
A personal AI agent with memory, personality, and autonomy — built on Electron.
The open-source TypeScript framework for building AI workflows and agents. Designed for Claude Code describe what you want, Claude builds it, with all the best practices already in place.
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
AI Agent Framework, the Pydantic way
Cognithor - Agent OS: Local-first autonomous agent operating system. 16 LLM providers, 17 channels, 112+ MCP tools, 5-tier memory, A2A protocol, knowledge vault, voice, browser automation, Computer-us
ReLE评测：中文AI大模型能力评测（持续更新）：目前已囊括359个大模型，覆盖chatgpt、gpt-5.2、o4-mini、谷歌gemini-3-pro、Claude-4.6、文心ERNIE-X1.1、ERNIE-5.0、qwen3-max、qwen3.5-plus、百川、讯飞星火、商汤senseChat等商用模型， 以及step3.5-flash、kimi-k2.5、ernie4.5、Min
PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, R
Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.
A secure persistent personal agent server in Rust. One binary, sandboxed execution, multi-provider LLMs, voice, memory, Telegram, WhatsApp, Discord, Teams, and MCP tools. Secure by design, runs on you
AI Observability & Evaluation
Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimi
♾️ Private Agent Fleet with Spec Coding. Each agent gets their own GPU-accelerated desktop. Run Claude, Codex, Gemini and open models on a full private AI Stack ♾️
Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar
🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher
Built from the ground-up for agents, Vessel Browser is an open source AI browser for Linux/Windows that provides a durable state, MCP control, and BYOK with full autonomous browsing. Use with Hermes A
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
Procedural memory for AI coding agents: transforms scattered session history into persistent, cross-agent memory so every agent learns from every other
Token-efficient navigation substrate for AI coding agents. Index code once and retrieve only the symbols you need.
Self improving agents through iterations
The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.
The ultimate LLM/AI application development framework in Go.
SRE Agent - CNCF Sandbox Project
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works wi
SDL-MCP (Symbol Delta Ledger MCP Server) is a cards-first context system for coding agents that saves tokens and improves context.
GoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, and native concurrency. Deploy AI agent teams at scale without compromising on safety.
OmniRoute is an AI gateway for multi-provider LLMs: an OpenAI-compatible endpoint with smart routing, load balancing, retries, and fallbacks. Add policies, rate limits, caching, and observability for
A modular MCP server that provides commonly used developer tools for AI coding agents
The platform for LLM evaluations and AI agent testing
Plano is an AI-native proxy and data plane for agentic apps — with built-in orchestration, safety, observability, and smart LLM routing so you stay focused on your agents core logic.
Make AI work for Everyone - Monitoring and governing for your AI/ML
🪢 Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with OpenTelemetry, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
Markdown for the AI era
AI observability platform for production LLM and agent systems.
High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included
LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.
The conversational control layer for customer-facing AI agents - Parlant is a context-engineering framework optimized for controlling customer interactions.
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool call
A command-line interface for MCP servers. curl for MCP.
OpenTelemetry Instrumentation for AI Observability
Generate OpenAPI 3.1 specs from Go source code via static analysis — zero annotations, automatic framework detection
MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.
MCP Toolbox for Databases is an open source MCP server for databases.
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controllin
Design-first Go framework that generates API code, documentation, and clients. Define once in an elegant DSL, deploy as HTTP and gRPC services with zero drift between code and docs.
Open-source Agentic AI framework in Go for building, orchestrating, and deploying intelligent agents. LLM-agnostic, event-driven, with multi-agent workflows, MCP tool discovery, and production-grade o
AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
简洁的测试平台日志，波形(FSDB/VCD)，根因分析MCP Server. A Simple and Universal MCP Server to Debug Testbench Simulation Failures Via Log Parsing And Waveform Analysis (FSDB/VCD)
Koog is a JVM (Java and Kotlin) framework for building predictable, fault-tolerant and enterprise-ready AI agents across all platforms – from backend services to Android and iOS, JVM, and even in-brow
An open-source AI assistant framework with skills and agent architecture
Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across SGLang, vLLM, TRT-LLM, OpenAI, Gemini & more. Industry-first gRPC pipeline, KV cache-aware routing, chat history,
Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps
One API for 25+ LLMs, OpenAI, Anthropic, Bedrock, Azure. Caching, guardrails & cost controls. Go-native LiteLLM & Kong AI Gateway alternative.
A general-purpose coding agent that runs inside an NVIDIA OpenShell sandbox, orchestrated by Deep Agents and powered by NVIDIA Nemotron. The agent writes and executes code in an isolated, policy-gover
trpc-agent-go is a powerful Go framework for building intelligent agent systems using large language models (LLMs) and tools.
Agentic prompts are the most important code you're not engineering. PromptKit fixes that — composable, version-controlled prompt components (personas, protocols, formats, templates) that snap together
🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.
OpenAI-compatible HTTP LLM proxy / gateway for multi-provider inference (Google, Anthropic, OpenAI, PyTorch). Lightweight, extensible Python/FastAPI—use as library or standalone service.
Developer-focused Mapbox MCP Server
Model Context Protocol (MCP) server for Kubernetes and OpenShift
Playwright MCP server
AgentScope Java: Agent-Oriented Programming for Building LLM Applications
🥒 Pickle Rick for Claude Code — autonomous PRD-driven coding loops + relentless code review. Ralph Loop toolkit.
The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI
Zero-reflection .NET source generators: [Log] structured logging, [Trace] OpenTelemetry spans, [Aop] aspects (Retry/Cache/Metrics), Dto/CrudApi, TypeGen (TypeScript + OpenAPI from C# DTOs). Compile-ti
Droid LLM Hunter is a tool to scan for vulnerabilities in Android applications using Large Language Models (LLMs).
Atari Lynx emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js — 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.
MCP server that saves 97% of AI coding tokens — your AI reads code structurally, not file-by-file. Faster, cheaper, smarter.
TraceRoot - open-source observability and self-healing layer for AI agents. YC S25
Autonomous Agents (LLMs) research papers. Updated Daily.
Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a team of human experts through a PLAN → ACT → EVAL workflow.
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
Open security scanner for AI supply chain: agents, MCP, containers, cloud, GPU, and runtime with blast-radius analysis.
Anti-detection browser server for AI agents — REST API wrapping Camoufox engine with OpenClaw plugin support
Cognitive architecture for AI-augmented software development. Specialized agents, structured workflows, and multi-platform deployment. Claude Code · Codex · Copilot · Cursor · Factory · Warp · Windsur
A fully autonomous (no human-in-loop) agentic based project design and coding machine
Enterprise-grade distributed AI agent framework | Develop → Deploy → Observe | K8s-native | Dynamic DI | Auto-failover | Multi-LLM | Python + Java + TypeScript
Published in CNCF Landscape: A MCP server for Kubernetes.
An API server that implements the official MCP Registry API, providing standardised access to MCP servers from multiple backends, including file-based and other API-compliant registries.
All-in-one agent harness for Claude Code — Boss meta-orchestrator, 200+ agents, 200+ skills, 87 rules, 3 MCP servers, 7 hooks. One plugin install.
All-in-one agent harness for OpenAI Codex CLI — Boss meta-orchestrator, 400+ agents, 200+ skills, 3 MCP servers. Install once, get every specialist ready.
🤖 A composable framework for building AI applications.
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents like OpenClaw with understanding and SOTA performance.
Agent-native TypeScript framework for building MCP servers. Build tools, not infrastructure.
MCP server for the ClinicalTrials.gov v2 API. Search trials, retrieve study details and results, and match patients to eligible trials.
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of ta
Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.
A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI
🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" — solo operator managing 137 devices
Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.
Make your OpenClaw agents better, cheaper, and faster.
A curated list of awesome works related to high dimensional structure/vector search & database
Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using La
Zero trust LLM gateway. OpenAI-compatible proxy with semantic routing and load balancing across OpenAI, Anthropic, Ollama, vLLM, and any compatible backend. Identity-based access, virtual A
🤖 Kubernetes for AI Agents. Self-hosted, production-grade runtime for orchestrating LLM swarms and autonomous agents. TypeScript-native.
MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codeb
The Ultimate Claude Code Toolkit — 127 skills, 86 agents, 109 marketplace repos (11,700+ community skills), 30 commands, 8 hooks, GSD framework. Drop-in ~/.claude config that auto-activates the right
An opinionated list of awesome Pydantic-AI frameworks, libraries, software and resources.
Build your AI team with Crewform. Orchestrate specialized, autonomous agents to collaborate on complex tasks and connect outputs to your stack. — AI Orchestration for Everyone
🤖 The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
The LLM Evaluation Framework
A Slack bot and MCP client acts as a bridge between Slack and Model Context Protocol (MCP) servers. Using Slack as the interface, it enables large language models (LLMs) to connect and interact with v
Production-grade TypeScript AI runtime focused on reliability, governance, and reproducible LLM systems. Multi-provider gateway, agents, RAG, workflows, policy engine, audit trails, and deterministic
Ham radio & GMRS gateway, repeater and packet radio — bridges two-way radios to Mumble, Broadcastify, and the internet. AIOC USB, RSPduo dual SDR, TH-9800/D75/KV4P CAT control, AI announcements, ADS-B
The production runtime for AI agents. Schema in, API out. Built on PydanticAI + FastAPI.
Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int
Claude Code plugin for Ruby, Rails, Grape, PostgreSQL, Redis, and Sidekiq development
Your AI-powered SWE teammate, built into your git workflow
Transparent AI agent tracing
OpenGrok MCP Server is a native Model Context Protocol server that bridges your organization's OpenGrok search engine with AI assistants — enabling instant, natural language search and deep repository
Themis Database System - High-performance C++ hybrid-database (graph-vector-relational-file) with AQL support and MVCC
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced anal
AI engineering framework with quality gates, persistent memory, and multi-platform support. Works inside Claude Code, Cursor, Copilot, Codex, and Gemini.
DSPEx - Declarative Self-improving Elixir | A BEAM-Native AI Program Optimization Framework
SDK to build Agents in rust. Build and manage complex, self-correcting agent teams. Launch multi-agent systems via configuration files or using an Agent Factory. It's the robust framework for orchestr
Lightweight, modular AI agent runtime — thinks (Hrafn) and remembers (MuninnDB) 🐦⬛
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
The open framework for extensible & grounded AI agent orchestration.
🧭 PromptDrifter – one‑command CI guardrail that catches prompt drift and fails the build when your LLM answers change.
Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.
Agent-ready telemetry SDK — enriches OpenTelemetry across Java, Go, Python, Node.js, and browser with structured context for AI-driven observability.
Autonomous local AI assistant in Go — 40+ tools, 20+ LLM providers, multi-agent orchestration, self-improving
AI-powered orchestrator that turns Linear issues into working code — autonomous coding agents, real-time dashboard, and seamless GitHub integration
AI-powered wizard to integrate AxonPush into your AI agent project
Capture and analyze Claude Code sessions locally to track every tool call, decision, and reasoning step without external dependencies.
Chronos is visual AI agent builder - tailored for self-hosted deployments and observability
🤖 AI-powered code generation tool for scratch development of web applications with a team collaboration of autonomous AI agents.
🦾 A production‑ready research outreach AI agent that plans, discovers, reasons, uses tools, auto‑builds cited briefings, and drafts tailored emails with tool‑chaining, memory, tests, and turnkey Dock
AI Agent Observability — Track OpenAI, LangChain, LangGraph, Bedrock, Vercel AI, Anthropic
Embeddable AI agent infrastructure — execution, sessions, tools, skills, dispatch, tracing
Robust, fast, scalable, and sandboxed open-source online code execution system for humans and AI.